Landscape Lighting Automation Dataset: Matter, Thread & Smart Hub Compatibility CSV

Q: Can I see sample data before buying?

Yes, the source-index table, live schema preview, and free sample CSV are all on this page, no purchase required for the sample.

What Makes This Dataset Different

Smart lighting automation content usually reads like marketing copy for one specific ecosystem. This dataset instead structures the recurring, cross-platform concepts — hub and protocol compatibility, voice/vision control patterns, predictive maintenance logic, and circadian automation research — into one consistent schema, so comparing approaches across Matter, Thread, and proprietary hubs is a filter, not a re-read of a dozen product pages.

It is built from PortfolioLighting.net's own automation content library, restructured for reuse in smart-home research, RAG pipelines, and product comparison tools.

Who Actually Uses This

Smart-home developers: filter to protocol-compatibility topics (Matter, Thread) before scoping integration work, instead of manually cross-referencing manufacturer docs.

AI/RAG developers: ground a smart-lighting assistant in structured, source-linked automation records instead of letting a model improvise current certification status.

Product researchers: use the risk-level and category fields as a starting taxonomy for comparing automation approaches across ecosystems.

Get the Full Dataset

$99

One-time purchase • Instant CSV + JSON download • Lifetime access to this version

33 topics, 13 fields each
CSV + JSON + README, packaged as one ZIP
Internal & AI/RAG reference use included

I understand this is a research and organizational reference only, not legal, engineering, or electrical compliance advice. I will independently verify any specific product compatibility, certification status, or requirement with the applicable manufacturer or a licensed electrician before relying on it for actual work. I understand PortfolioLighting.net makes no warranty as to the accuracy, completeness, or current applicability of any reference in this dataset.

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Schema Preview

Two real, unedited sample records from the actual dataset — not illustrative placeholders.

automation-preview.json

[
  {
    "url": "https://www.portfoliolighting.net/automation/smart-hub-compatibility-guide.html",
    "topic": "Smart Hub Compatibility Guide",
    "general_code_reference": "Not NEC-based (platform/protocol compatibility)",
    "risk_level": "Low",
    "internal_reference_code": "PLA-003"
  },
  {
    "url": "https://www.portfoliolighting.net/automation/matter-thread-connectivity.html",
    "topic": "Matter/Thread Connectivity",
    "general_code_reference": "Not NEC-based (Matter/Thread is a connectivity protocol standard, not an NEC article); NEC 725 concepts may apply to underlying low-voltage control wiring",
    "risk_level": "Low",
    "internal_reference_code": "PLA-013"
  }
  // ... 31 additional structured topics in the full dataset
]

Want the raw file instead of a preview? Download the free sample CSV — no email required.

Full Topic Index (33 Topics)

Every topic in the dataset, linked to its public source page. This is the complete list — if a topic you need isn't here, it isn't in this dataset.

Topic	Category	Source Page
AI Outdoor Lighting Systems Overview	Not NEC-based	View Source
Automated Landscape Lighting Logic	Not NEC-based	View Source
Smart Hub Compatibility Guide	Not NEC-based	View Source
Hardscape & Linear Step Lighting	Not NEC-based	View Source
AI Security & Ambient Lighting	Not NEC-based	View Source
Predictive Arrival Lighting Patterns	Not NEC-based	View Source
Transformer Voltage Load Balancing	Not NEC-based	View Source
AI Predictive Maintenance Logic	Not NEC-based	View Source
Voice Control Lighting Logic	Not NEC-based	View Source
Circadian Outdoor Lighting	Not NEC-based	View Source
Solar Hybrid Optimization	Not NEC-based	View Source
Biophilic AI Design Patterns	Not NEC-based	View Source
Matter/Thread Connectivity	Not NEC-based	View Source
AI Fault Isolation Logic	Not NEC-based	View Source
Dark Sky AI Automation	Not NEC-based	View Source
AI Holiday Theming Logic	Not NEC-based	View Source
Thermal Throttling AI Protection	Not NEC-based	View Source
Vision-Integrated Lighting	Not NEC-based	View Source
Localized Edge AI vs. Cloud	Not NEC-based	View Source
AI Lighting Voice Biometrics	Not NEC-based	View Source
Legacy Transformer AI Retrofitting	Not NEC-based	View Source
Hybrid Smart Upgrade Guide	Not NEC-based	View Source
Smart Landscape Lighting Bridge	Not NEC-based	View Source
Biological Lighting Infrastructure	Not NEC-based	View Source
Flicker Factor & Migraine Prevention	Not NEC-based	View Source
CRI 95 vs. CRI 80 Productivity Cost	Not NEC-based	View Source
Voltage Stability & Melatonin	Not NEC-based	View Source
Nursery Lighting Safety	Not NEC-based	View Source
Human-Centric Retrofitting	Not NEC-based	View Source
Biophilic Basement Lighting	Not NEC-based	View Source
Automated Wellness Schedules	Not NEC-based	View Source
Circadian Landscape Syncing	Not NEC-based	View Source
Dark Sky Bedroom Trespass Solutions	Not NEC-based	View Source

Key Topic Areas Covered in This Dataset

The dataset spans 33 topics; these are the recurring themes most records fall under.

Matter & Thread Protocol Compatibility

General discussion of the Matter and Thread connectivity protocols as they relate to landscape lighting control. See Matter/Thread Connectivity.

Voice & Vision Control

Voice-control integration concepts and camera-based detection triggers for landscape lighting automation. See Voice Control Lighting Logic.

Circadian & Human-Centric Automation

Automation approaches that adjust color temperature or brightness across the evening to support circadian-aware lighting. See Circadian Outdoor Lighting.

What This Dataset Is Not

To set accurate expectations before you buy:

It is not manufacturer certification documentation or a compatibility guarantee.
It is not legal or engineering advice, and does not replace confirming current certification status with the manufacturer.
Protocol and product landscape topics may change faster than other datasets — always verify current status before purchasing decisions.
It does not include line-voltage installation instructions for automation hardware.

Every record carries its own disclaimer field for exactly this reason — so the caveat travels with the data even if a record is extracted, filtered, or reused independently of this page.

Frequently Asked Questions

What exactly is in the Automation Dataset?

33 structured records covering smart hub/protocol compatibility, voice and vision control, predictive maintenance, and circadian automation research, delivered as CSV and JSON with a consistent 13-field schema.

Does this guarantee my hub is compatible with a specific product?

No. This is a research reference describing general compatibility categories, not a guarantee for any specific product pairing. Always confirm current certification status with the manufacturer.

Can I see sample data before buying?

Yes — the source-index table, live schema preview, and free sample CSV are all on this page, no purchase required for the sample.

How does this differ from the Low-Voltage Design Dataset?

The Low-Voltage Design Dataset covers wiring, transformer sizing, and installation planning. This dataset covers smart/connected control layers built on top of a working system. See the full catalog for all 9 datasets.

This page contains AdSense advertising and a paid digital product. This is a research and organizational reference only, not legal, engineering, or electrical advice. Confirm all requirements with a licensed electrician and your local Authority Having Jurisdiction (AHJ) before relying on this information.